Pandas Profiling Report

Dataset statistics

Number of variables	27
Number of observations	20631
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	4.9 MiB
Average record size in memory	249.6 B

Variable types

Numeric	19
Categorical	8

Alerts

`OS_3` has constant value "100.0"	Constant
`sensor_1` has constant value "518.67"	Constant
`sensor_5` has constant value "14.62"	Constant
`sensor_10` has constant value "1.3"	Constant
`sensor_16` has constant value "0.03"	Constant
`sensor_18` has constant value "2388"	Constant
`sensor_19` has constant value "100.0"	Constant
`time_cycles` is highly overall correlated with `sensor_2` and 12 other fields	High correlation
`sensor_2` is highly overall correlated with `time_cycles` and 12 other fields	High correlation
`sensor_3` is highly overall correlated with `time_cycles` and 12 other fields	High correlation
`sensor_4` is highly overall correlated with `time_cycles` and 13 other fields	High correlation
`sensor_7` is highly overall correlated with `time_cycles` and 12 other fields	High correlation
`sensor_8` is highly overall correlated with `sensor_2` and 13 other fields	High correlation
`sensor_9` is highly overall correlated with `time_cycles` and 5 other fields	High correlation
`sensor_11` is highly overall correlated with `time_cycles` and 13 other fields	High correlation
`sensor_12` is highly overall correlated with `time_cycles` and 12 other fields	High correlation
`sensor_13` is highly overall correlated with `sensor_2` and 13 other fields	High correlation
`sensor_14` is highly overall correlated with `time_cycles` and 7 other fields	High correlation
`sensor_15` is highly overall correlated with `time_cycles` and 12 other fields	High correlation
`sensor_17` is highly overall correlated with `time_cycles` and 14 other fields	High correlation
`sensor_20` is highly overall correlated with `time_cycles` and 12 other fields	High correlation
`sensor_21` is highly overall correlated with `time_cycles` and 12 other fields	High correlation
`RUL` is highly overall correlated with `time_cycles` and 14 other fields	High correlation
`OS_1` has 413 (2.0%) zeros	Zeros
`OS_2` has 2070 (10.0%) zeros	Zeros

Reproduction

Analysis started	2022-12-23 11:15:40.669301
Analysis finished	2022-12-23 11:21:36.628806
Duration	5 minutes and 55.96 seconds
Software version	pandas-profiling vv3.5.0
Download configuration	config.json

Unit_number
Real number (ℝ)

Distinct	100
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	51.506568

Minimum	1
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	322.4 KiB

Quantile statistics

Minimum	1
5-th percentile	5
Q1	26
median	52
Q3	77
95-th percentile	96
Maximum	100
Range	99
Interquartile range (IQR)	51

Descriptive statistics

Standard deviation	29.227633
Coefficient of variation (CV)	0.56745449
Kurtosis	-1.2198241
Mean	51.506568
Median Absolute Deviation (MAD)	26
Skewness	-0.067815234
Sum	1062632
Variance	854.25453
Monotonicity	Increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
69	362	1.8%
92	341	1.7%
96	336	1.6%
67	313	1.5%
83	293	1.4%
2	287	1.4%
95	283	1.4%
64	283	1.4%
86	278	1.3%
17	276	1.3%
Other values (90)	17579	85.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	192	0.9%
2	287	1.4%
3	179	0.9%
4	189	0.9%
5	269	1.3%
6	188	0.9%
7	259	1.3%
8	150	0.7%
9	201	1.0%
10	222	1.1%

Value	Count	Frequency (%)
100	200	1.0%
99	185	0.9%
98	156	0.8%
97	202	1.0%
96	336	1.6%
95	283	1.4%
94	258	1.3%
93	155	0.8%
92	341	1.7%
91	135	0.7%

time_cycles
Real number (ℝ)

Distinct	362
Distinct (%)	1.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	108.80786

Minimum	1
Maximum	362
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	322.4 KiB

Quantile statistics

Minimum	1
5-th percentile	11
Q1	52
median	104
Q3	156
95-th percentile	230
Maximum	362
Range	361
Interquartile range (IQR)	104

Descriptive statistics

Standard deviation	68.88099
Coefficient of variation (CV)	0.63305159
Kurtosis	-0.2185391
Mean	108.80786
Median Absolute Deviation (MAD)	52
Skewness	0.49990397
Sum	2244815
Variance	4744.5908
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	100	0.5%
66	100	0.5%
97	100	0.5%
96	100	0.5%
95	100	0.5%
94	100	0.5%
93	100	0.5%
91	100	0.5%
90	100	0.5%
89	100	0.5%
Other values (352)	19631	95.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	100	0.5%
2	100	0.5%
3	100	0.5%
4	100	0.5%
5	100	0.5%
6	100	0.5%
7	100	0.5%
8	100	0.5%
9	100	0.5%
10	100	0.5%

Value	Count	Frequency (%)
362	1	< 0.1%
361	1	< 0.1%
360	1	< 0.1%
359	1	< 0.1%
358	1	< 0.1%
357	1	< 0.1%
356	1	< 0.1%
355	1	< 0.1%
354	1	< 0.1%
353	1	< 0.1%

OS_1
Real number (ℝ)

Distinct	158
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-8.8701469 × 10^-6

Minimum	-0.0087
Maximum	0.0087
Zeros	413
Zeros (%)	2.0%
Negative	10061
Negative (%)	48.8%
Memory size	322.4 KiB

Quantile statistics

Minimum	-0.0087
5-th percentile	-0.0037
Q1	-0.0015
median	0
Q3	0.0015
95-th percentile	0.0036
Maximum	0.0087
Range	0.0174
Interquartile range (IQR)	0.003

Descriptive statistics

Standard deviation	0.0021873134
Coefficient of variation (CV)	-246.5927
Kurtosis	-0.0091316243
Mean	-8.8701469 × 10^-6
Median Absolute Deviation (MAD)	0.0015
Skewness	-0.024766267
Sum	-0.183
Variance	4.7843401 × 10^-6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	413	2.0%
0.0002	398	1.9%
0.0004	394	1.9%
-0.0005	390	1.9%
0.0001	382	1.9%
0.0005	381	1.8%
0.0006	379	1.8%
-0.0006	375	1.8%
0.0003	364	1.8%
0.0009	362	1.8%
Other values (148)	16793	81.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.0087	1	< 0.1%
-0.0086	1	< 0.1%
-0.0084	1	< 0.1%
-0.0081	2	< 0.1%
-0.0078	1	< 0.1%
-0.0075	1	< 0.1%
-0.0074	3	< 0.1%
-0.0073	1	< 0.1%
-0.0072	2	< 0.1%
-0.007	2	< 0.1%

Value	Count	Frequency (%)
0.0087	1	< 0.1%
0.0083	1	< 0.1%
0.0077	1	< 0.1%
0.0076	1	< 0.1%
0.0074	3	< 0.1%
0.0073	1	< 0.1%
0.0072	4	< 0.1%
0.0071	2	< 0.1%
0.007	2	< 0.1%
0.0069	2	< 0.1%

OS_2
Real number (ℝ)

Distinct	13
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.3508313 × 10^-6

Minimum	-0.0006
Maximum	0.0006
Zeros	2070
Zeros (%)	10.0%
Negative	9225
Negative (%)	44.7%
Memory size	322.4 KiB

Quantile statistics

Minimum	-0.0006
5-th percentile	-0.0004
Q1	-0.0002
median	0
Q3	0.0003
95-th percentile	0.0005
Maximum	0.0006
Range	0.0012
Interquartile range (IQR)	0.0005

Descriptive statistics

Standard deviation	0.00029306212
Coefficient of variation (CV)	124.66319
Kurtosis	-1.130447
Mean	2.3508313 × 10^-6
Median Absolute Deviation (MAD)	0.0003
Skewness	0.0090851197
Sum	0.0485
Variance	8.5885409 × 10^-8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
-0.0003	2104	10.2%
0.0001	2097	10.2%
0	2070	10.0%
0.0003	2065	10.0%
-0.0004	2051	9.9%
-0.0002	2049	9.9%
0.0002	2038	9.9%
-0.0001	2029	9.8%
0.0004	1997	9.7%
0.0005	1068	5.2%
Other values (3)	1063	5.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.0006	34	0.2%
-0.0005	958	4.6%
-0.0004	2051	9.9%
-0.0003	2104	10.2%
-0.0002	2049	9.9%
-0.0001	2029	9.8%
0	2070	10.0%
0.0001	2097	10.2%
0.0002	2038	9.9%
0.0003	2065	10.0%

Value	Count	Frequency (%)
0.0006	71	0.3%
0.0005	1068	5.2%
0.0004	1997	9.7%
0.0003	2065	10.0%
0.0002	2038	9.9%
0.0001	2097	10.2%
0	2070	10.0%
-0.0001	2029	9.8%
-0.0002	2049	9.9%
-0.0003	2104	10.2%

OS_3
Categorical

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	322.4 KiB

100.0	20631

Length

Max length	5
Median length	5
Mean length	5
Min length	5

Characters and Unicode

Total characters	103155
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	100.0
2nd row	100.0
3rd row	100.0
4th row	100.0
5th row	100.0

Common Values

Value	Count	Frequency (%)
100.0	20631	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
100.0	20631	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	61893	60.0%
1	20631	20.0%
.	20631	20.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	82524	80.0%
Other Punctuation	20631	20.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	61893	75.0%
1	20631	25.0%

Other Punctuation

Value	Count	Frequency (%)
.	20631	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	103155	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	61893	60.0%
1	20631	20.0%
.	20631	20.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	103155	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	61893	60.0%
1	20631	20.0%
.	20631	20.0%

sensor_1
Categorical

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	322.4 KiB

518.67	20631

Length

Max length	6
Median length	6
Mean length	6
Min length	6

Characters and Unicode

Total characters	123786
Distinct characters	6
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	518.67
2nd row	518.67
3rd row	518.67
4th row	518.67
5th row	518.67

Common Values

Value	Count	Frequency (%)
518.67	20631	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
518.67	20631	100.0%

Most occurring characters

Value	Count	Frequency (%)
5	20631	16.7%
1	20631	16.7%
8	20631	16.7%
.	20631	16.7%
6	20631	16.7%
7	20631	16.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	103155	83.3%
Other Punctuation	20631	16.7%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
5	20631	20.0%
1	20631	20.0%
8	20631	20.0%
6	20631	20.0%
7	20631	20.0%

Other Punctuation

Value	Count	Frequency (%)
.	20631	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	123786	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
5	20631	16.7%
1	20631	16.7%
8	20631	16.7%
.	20631	16.7%
6	20631	16.7%
7	20631	16.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	123786	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
5	20631	16.7%
1	20631	16.7%
8	20631	16.7%
.	20631	16.7%
6	20631	16.7%
7	20631	16.7%

sensor_2
Real number (ℝ)

Distinct	310
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	642.68093

Minimum	641.21
Maximum	644.53
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	322.4 KiB

Quantile statistics

Minimum	641.21
5-th percentile	641.92
Q1	642.325
median	642.64
Q3	643
95-th percentile	643.58
Maximum	644.53
Range	3.32
Interquartile range (IQR)	0.675

Descriptive statistics

Standard deviation	0.50005327
Coefficient of variation (CV)	0.00077807392
Kurtosis	-0.11204294
Mean	642.68093
Median Absolute Deviation (MAD)	0.34
Skewness	0.31652589
Sum	13259150
Variance	0.25005327
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
642.5	190	0.9%
642.56	189	0.9%
642.53	188	0.9%
642.6	184	0.9%
642.67	179	0.9%
642.44	175	0.8%
642.63	175	0.8%
642.57	172	0.8%
642.64	168	0.8%
642.73	167	0.8%
Other values (300)	18844	91.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
641.21	1	< 0.1%
641.25	2	< 0.1%
641.27	3	< 0.1%
641.3	4	< 0.1%
641.31	1	< 0.1%
641.32	2	< 0.1%
641.33	2	< 0.1%
641.34	1	< 0.1%
641.35	1	< 0.1%
641.36	2	< 0.1%

Value	Count	Frequency (%)
644.53	2	< 0.1%
644.5	1	< 0.1%
644.47	1	< 0.1%
644.44	1	< 0.1%
644.39	1	< 0.1%
644.37	1	< 0.1%
644.35	1	< 0.1%
644.34	1	< 0.1%
644.31	1	< 0.1%
644.3	2	< 0.1%

sensor_3
Real number (ℝ)

Distinct	3012
Distinct (%)	14.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1590.5231

Minimum	1571.04
Maximum	1616.91
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	322.4 KiB

Quantile statistics

Minimum	1571.04
5-th percentile	1581.11
Q1	1586.26
median	1590.1
Q3	1594.38
95-th percentile	1601.47
Maximum	1616.91
Range	45.87
Interquartile range (IQR)	8.12

Descriptive statistics

Standard deviation	6.1311495
Coefficient of variation (CV)	0.0038548006
Kurtosis	0.0077618224
Mean	1590.5231
Median Absolute Deviation (MAD)	4.05
Skewness	0.30894581
Sum	32814082
Variance	37.590994
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1590.1	27	0.1%
1589.76	26	0.1%
1589.98	25	0.1%
1592.11	25	0.1%
1587.86	24	0.1%
1584.95	23	0.1%
1590.54	23	0.1%
1589.08	23	0.1%
1589.44	23	0.1%
1587.82	22	0.1%
Other values (3002)	20390	98.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1571.04	1	< 0.1%
1571.06	1	< 0.1%
1571.84	1	< 0.1%
1571.99	1	< 0.1%
1572.34	1	< 0.1%
1572.4	1	< 0.1%
1572.46	1	< 0.1%
1572.67	1	< 0.1%
1572.76	1	< 0.1%
1572.98	1	< 0.1%

Value	Count	Frequency (%)
1616.91	1	< 0.1%
1614.93	1	< 0.1%
1614.72	1	< 0.1%
1613.62	1	< 0.1%
1613.29	1	< 0.1%
1612.88	1	< 0.1%
1612.63	1	< 0.1%
1612.11	1	< 0.1%
1611.92	1	< 0.1%
1611.57	1	< 0.1%

sensor_4
Real number (ℝ)

Distinct	4051
Distinct (%)	19.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1408.9338

Minimum	1382.25
Maximum	1441.49
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	322.4 KiB

Quantile statistics

Minimum	1382.25
5-th percentile	1395.62
Q1	1402.36
median	1408.04
Q3	1414.555
95-th percentile	1425.67
Maximum	1441.49
Range	59.24
Interquartile range (IQR)	12.195

Descriptive statistics

Standard deviation	9.0006048
Coefficient of variation (CV)	0.0063882383
Kurtosis	-0.16368086
Mean	1408.9338
Median Absolute Deviation (MAD)	6.04
Skewness	0.44319434
Sum	29067713
Variance	81.010886
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1409.01	20	0.1%
1404.47	18	0.1%
1407.15	18	0.1%
1407.02	18	0.1%
1414.03	18	0.1%
1410.54	18	0.1%
1403.23	17	0.1%
1407.18	16	0.1%
1410.57	16	0.1%
1401.27	16	0.1%
Other values (4041)	20456	99.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1382.25	1	< 0.1%
1385.19	1	< 0.1%
1385.75	1	< 0.1%
1386.29	1	< 0.1%
1386.43	1	< 0.1%
1386.69	1	< 0.1%
1387.16	1	< 0.1%
1387.36	1	< 0.1%
1387.38	1	< 0.1%
1387.5	1	< 0.1%

Value	Count	Frequency (%)
1441.49	1	< 0.1%
1438.96	1	< 0.1%
1438.51	1	< 0.1%
1438.41	1	< 0.1%
1438.22	1	< 0.1%
1438.16	1	< 0.1%
1438.1	1	< 0.1%
1437.98	1	< 0.1%
1437.88	1	< 0.1%
1437.81	1	< 0.1%

sensor_5
Categorical

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	322.4 KiB

14.62	20631

Length

Max length	5
Median length	5
Mean length	5
Min length	5

Characters and Unicode

Total characters	103155
Distinct characters	5
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	14.62
2nd row	14.62
3rd row	14.62
4th row	14.62
5th row	14.62

Common Values

Value	Count	Frequency (%)
14.62	20631	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
14.62	20631	100.0%

Most occurring characters

Value	Count	Frequency (%)
1	20631	20.0%
4	20631	20.0%
.	20631	20.0%
6	20631	20.0%
2	20631	20.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	82524	80.0%
Other Punctuation	20631	20.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	20631	25.0%
4	20631	25.0%
6	20631	25.0%
2	20631	25.0%

Other Punctuation

Value	Count	Frequency (%)
.	20631	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	103155	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	20631	20.0%
4	20631	20.0%
.	20631	20.0%
6	20631	20.0%
2	20631	20.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	103155	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	20631	20.0%
4	20631	20.0%
.	20631	20.0%
6	20631	20.0%
2	20631	20.0%

sensor_6
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	322.4 KiB

21.61	20225
21.6	406

Length

Max length	5
Median length	5
Mean length	4.9803209
Min length	4

Characters and Unicode

Total characters	102749
Distinct characters	4
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	21.61
2nd row	21.61
3rd row	21.61
4th row	21.61
5th row	21.61

Common Values

Value	Count	Frequency (%)
21.61	20225	98.0%
21.6	406	2.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
21.61	20225	98.0%
21.6	406	2.0%

Most occurring characters

Value	Count	Frequency (%)
1	40856	39.8%
2	20631	20.1%
.	20631	20.1%
6	20631	20.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	82118	79.9%
Other Punctuation	20631	20.1%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	40856	49.8%
2	20631	25.1%
6	20631	25.1%

Other Punctuation

Value	Count	Frequency (%)
.	20631	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	102749	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	40856	39.8%
2	20631	20.1%
.	20631	20.1%
6	20631	20.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	102749	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	40856	39.8%
2	20631	20.1%
.	20631	20.1%
6	20631	20.1%

sensor_7
Real number (ℝ)

Distinct	513
Distinct (%)	2.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	553.36771

Minimum	549.85
Maximum	556.06
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	322.4 KiB

Quantile statistics

Minimum	549.85
5-th percentile	551.74
Q1	552.81
median	553.44
Q3	554.01
95-th percentile	554.69
Maximum	556.06
Range	6.21
Interquartile range (IQR)	1.2

Descriptive statistics

Standard deviation	0.88509226
Coefficient of variation (CV)	0.0015994649
Kurtosis	-0.15794922
Mean	553.36771
Median Absolute Deviation (MAD)	0.6
Skewness	-0.39432894
Sum	11416529
Variance	0.7833883
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
553.62	116	0.6%
553.76	115	0.6%
553.72	110	0.5%
553.94	110	0.5%
553.43	108	0.5%
553.74	107	0.5%
553.75	106	0.5%
554	105	0.5%
553.9	104	0.5%
553.52	103	0.5%
Other values (503)	19547	94.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
549.85	1	< 0.1%
550.34	1	< 0.1%
550.35	1	< 0.1%
550.42	1	< 0.1%
550.43	1	< 0.1%
550.48	2	< 0.1%
550.49	1	< 0.1%
550.5	1	< 0.1%
550.51	2	< 0.1%
550.52	1	< 0.1%

Value	Count	Frequency (%)
556.06	1	< 0.1%
555.86	1	< 0.1%
555.72	1	< 0.1%
555.7	1	< 0.1%
555.67	1	< 0.1%
555.66	1	< 0.1%
555.64	1	< 0.1%
555.61	1	< 0.1%
555.6	1	< 0.1%
555.58	1	< 0.1%

sensor_8
Real number (ℝ)

Distinct	53
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2388.0967

Minimum	2387.9
Maximum	2388.56
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	322.4 KiB

Quantile statistics

Minimum	2387.9
5-th percentile	2387.99
Q1	2388.05
median	2388.09
Q3	2388.14
95-th percentile	2388.22
Maximum	2388.56
Range	0.66
Interquartile range (IQR)	0.09

Descriptive statistics

Standard deviation	0.070985479
Coefficient of variation (CV)	2.9724709 × 10^-5
Kurtosis	0.33314901
Mean	2388.0967
Median Absolute Deviation (MAD)	0.05
Skewness	0.47941086
Sum	49268822
Variance	0.0050389382
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2388.11	1181	5.7%
2388.1	1159	5.6%
2388.09	1149	5.6%
2388.08	1126	5.5%
2388.07	1077	5.2%
2388.12	1069	5.2%
2388.06	1050	5.1%
2388.13	1033	5.0%
2388.05	1013	4.9%
2388.04	910	4.4%
Other values (43)	9864	47.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2387.9	1	< 0.1%
2387.91	3	< 0.1%
2387.92	9	< 0.1%
2387.93	16	0.1%
2387.94	33	0.2%
2387.95	72	0.3%
2387.96	145	0.7%
2387.97	201	1.0%
2387.98	339	1.6%
2387.99	426	2.1%

Value	Count	Frequency (%)
2388.56	1	< 0.1%
2388.52	1	< 0.1%
2388.5	1	< 0.1%
2388.46	1	< 0.1%
2388.44	2	< 0.1%
2388.37	1	< 0.1%
2388.36	1	< 0.1%
2388.35	2	< 0.1%
2388.34	13	0.1%
2388.33	13	0.1%

sensor_9
Real number (ℝ)

Distinct	6403
Distinct (%)	31.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9065.2429

Minimum	9021.73
Maximum	9244.59
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	322.4 KiB

Quantile statistics

Minimum	9021.73
5-th percentile	9042.55
Q1	9053.1
median	9060.66
Q3	9069.42
95-th percentile	9109.98
Maximum	9244.59
Range	222.86
Interquartile range (IQR)	16.32

Descriptive statistics

Standard deviation	22.08288
Coefficient of variation (CV)	0.0024359942
Kurtosis	9.3786813
Mean	9065.2429
Median Absolute Deviation (MAD)	8.13
Skewness	2.5553649
Sum	1.8702503 × 10⁸
Variance	487.65357
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9058.88	16	0.1%
9060.37	15	0.1%
9060.55	15	0.1%
9056.86	15	0.1%
9063.22	15	0.1%
9060.87	15	0.1%
9054.54	14	0.1%
9061.05	14	0.1%
9057.95	14	0.1%
9065.47	14	0.1%
Other values (6393)	20484	99.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
9021.73	1	< 0.1%
9023.85	1	< 0.1%
9024.27	1	< 0.1%
9024.42	1	< 0.1%
9025.22	1	< 0.1%
9025.29	1	< 0.1%
9026.08	1	< 0.1%
9026.17	1	< 0.1%
9026.19	1	< 0.1%
9026.66	1	< 0.1%

Value	Count	Frequency (%)
9244.59	1	< 0.1%
9239.76	1	< 0.1%
9228.53	1	< 0.1%
9226.6	1	< 0.1%
9224.87	1	< 0.1%
9224.53	1	< 0.1%
9223.56	1	< 0.1%
9221.31	1	< 0.1%
9220.88	1	< 0.1%
9219.81	1	< 0.1%

sensor_10
Categorical

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	322.4 KiB

1.3	20631

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	61893
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.3
2nd row	1.3
3rd row	1.3
4th row	1.3
5th row	1.3

Common Values

Value	Count	Frequency (%)
1.3	20631	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.3	20631	100.0%

Most occurring characters

Value	Count	Frequency (%)
1	20631	33.3%
.	20631	33.3%
3	20631	33.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	41262	66.7%
Other Punctuation	20631	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	20631	50.0%
3	20631	50.0%

Other Punctuation

Value	Count	Frequency (%)
.	20631	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	61893	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	20631	33.3%
.	20631	33.3%
3	20631	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	61893	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	20631	33.3%
.	20631	33.3%
3	20631	33.3%

sensor_11
Real number (ℝ)

Distinct	159
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	47.541168

Minimum	46.85
Maximum	48.53
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	322.4 KiB

Quantile statistics

Minimum	46.85
5-th percentile	47.15
Q1	47.35
median	47.51
Q3	47.7
95-th percentile	48.045
Maximum	48.53
Range	1.68
Interquartile range (IQR)	0.35

Descriptive statistics

Standard deviation	0.2670874
Coefficient of variation (CV)	0.0056180235
Kurtosis	-0.17219188
Mean	47.541168
Median Absolute Deviation (MAD)	0.18
Skewness	0.46932909
Sum	980821.84
Variance	0.071335679
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
47.46	341	1.7%
47.57	338	1.6%
47.49	332	1.6%
47.45	332	1.6%
47.47	331	1.6%
47.52	326	1.6%
47.37	321	1.6%
47.48	319	1.5%
47.44	318	1.5%
47.43	311	1.5%
Other values (149)	17362	84.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
46.85	1	< 0.1%
46.86	3	< 0.1%
46.88	2	< 0.1%
46.89	1	< 0.1%
46.9	1	< 0.1%
46.91	1	< 0.1%
46.92	3	< 0.1%
46.93	3	< 0.1%
46.94	6	< 0.1%
46.95	6	< 0.1%

Value	Count	Frequency (%)
48.53	1	< 0.1%
48.52	1	< 0.1%
48.48	1	< 0.1%
48.43	1	< 0.1%
48.41	4	< 0.1%
48.4	4	< 0.1%
48.39	3	< 0.1%
48.38	1	< 0.1%
48.37	2	< 0.1%
48.35	5	< 0.1%

sensor_12
Real number (ℝ)

Distinct	427
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	521.41347

Minimum	518.69
Maximum	523.38
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	322.4 KiB

Quantile statistics

Minimum	518.69
5-th percentile	520.04
Q1	520.96
median	521.48
Q3	521.95
95-th percentile	522.5
Maximum	523.38
Range	4.69
Interquartile range (IQR)	0.99

Descriptive statistics

Standard deviation	0.73755339
Coefficient of variation (CV)	0.0014145269
Kurtosis	-0.14491657
Mean	521.41347
Median Absolute Deviation (MAD)	0.5
Skewness	-0.44240724
Sum	10757281
Variance	0.54398501
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
521.63	143	0.7%
521.42	136	0.7%
521.35	131	0.6%
521.56	129	0.6%
521.66	126	0.6%
521.54	125	0.6%
521.69	124	0.6%
521.5	123	0.6%
521.46	121	0.6%
521.43	121	0.6%
Other values (417)	19352	93.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
518.69	1	< 0.1%
518.83	2	< 0.1%
518.94	1	< 0.1%
518.95	1	< 0.1%
518.98	1	< 0.1%
518.99	1	< 0.1%
519.01	1	< 0.1%
519.02	1	< 0.1%
519.03	1	< 0.1%
519.06	2	< 0.1%

Value	Count	Frequency (%)
523.38	2	< 0.1%
523.35	1	< 0.1%
523.31	1	< 0.1%
523.27	1	< 0.1%
523.26	2	< 0.1%
523.25	1	< 0.1%
523.24	1	< 0.1%
523.23	1	< 0.1%
523.21	1	< 0.1%
523.2	1	< 0.1%

sensor_13
Real number (ℝ)

Distinct	56
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2388.0962

Minimum	2387.88
Maximum	2388.56
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	322.4 KiB

Quantile statistics

Minimum	2387.88
5-th percentile	2387.99
Q1	2388.04
median	2388.09
Q3	2388.14
95-th percentile	2388.23
Maximum	2388.56
Range	0.68
Interquartile range (IQR)	0.1

Descriptive statistics

Standard deviation	0.071918916
Coefficient of variation (CV)	3.0115586 × 10^-5
Kurtosis	0.38724376
Mean	2388.0962
Median Absolute Deviation (MAD)	0.05
Skewness	0.46979242
Sum	49268812
Variance	0.0051723304
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2388.1	1164	5.6%
2388.09	1144	5.5%
2388.08	1129	5.5%
2388.11	1127	5.5%
2388.07	1112	5.4%
2388.12	1099	5.3%
2388.06	1005	4.9%
2388.05	987	4.8%
2388.13	976	4.7%
2388.04	952	4.6%
Other values (46)	9936	48.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2387.88	1	< 0.1%
2387.89	1	< 0.1%
2387.9	1	< 0.1%
2387.91	2	< 0.1%
2387.92	12	0.1%
2387.93	19	0.1%
2387.94	54	0.3%
2387.95	95	0.5%
2387.96	170	0.8%
2387.97	219	1.1%

Value	Count	Frequency (%)
2388.56	1	< 0.1%
2388.55	1	< 0.1%
2388.54	1	< 0.1%
2388.49	1	< 0.1%
2388.44	1	< 0.1%
2388.39	2	< 0.1%
2388.37	3	< 0.1%
2388.36	6	< 0.1%
2388.35	7	< 0.1%
2388.34	8	< 0.1%

sensor_14
Real number (ℝ)

Distinct	6078
Distinct (%)	29.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8143.7527

Minimum	8099.94
Maximum	8293.72
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	322.4 KiB

Quantile statistics

Minimum	8099.94
5-th percentile	8122.505
Q1	8133.245
median	8140.54
Q3	8148.31
95-th percentile	8181.405
Maximum	8293.72
Range	193.78
Interquartile range (IQR)	15.065

Descriptive statistics

Standard deviation	19.076176
Coefficient of variation (CV)	0.0023424306
Kurtosis	8.8546645
Mean	8143.7527
Median Absolute Deviation (MAD)	7.54
Skewness	2.3725536
Sum	1.6801376 × 10⁸
Variance	363.90049
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8138.89	17	0.1%
8141.85	17	0.1%
8136.89	16	0.1%
8140.79	15	0.1%
8140.65	15	0.1%
8140.49	15	0.1%
8140.33	15	0.1%
8140.89	15	0.1%
8136.69	15	0.1%
8140.97	15	0.1%
Other values (6068)	20476	99.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8099.94	1	< 0.1%
8101.49	1	< 0.1%
8102.82	1	< 0.1%
8103.27	1	< 0.1%
8103.77	1	< 0.1%
8103.98	1	< 0.1%
8104.46	1	< 0.1%
8104.78	1	< 0.1%
8104.82	1	< 0.1%
8105.22	1	< 0.1%

Value	Count	Frequency (%)
8293.72	1	< 0.1%
8290.25	1	< 0.1%
8289.63	1	< 0.1%
8288.26	1	< 0.1%
8282.5	1	< 0.1%
8279.86	1	< 0.1%
8279.79	1	< 0.1%
8276.2	1	< 0.1%
8274.65	1	< 0.1%
8273.15	1	< 0.1%

sensor_15
Real number (ℝ)

Distinct	1918
Distinct (%)	9.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.4421456

Minimum	8.3249
Maximum	8.5848
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	322.4 KiB

Quantile statistics

Minimum	8.3249
5-th percentile	8.3859
Q1	8.4149
median	8.4389
Q3	8.4656
95-th percentile	8.511
Maximum	8.5848
Range	0.2599
Interquartile range (IQR)	0.0507

Descriptive statistics

Standard deviation	0.037505038
Coefficient of variation (CV)	0.0044425955
Kurtosis	-0.12143
Mean	8.4421456
Median Absolute Deviation (MAD)	0.0252
Skewness	0.38825858
Sum	174169.91
Variance	0.0014066279
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8.4309	38	0.2%
8.4318	37	0.2%
8.4468	36	0.2%
8.4442	35	0.2%
8.4128	34	0.2%
8.4453	32	0.2%
8.4446	32	0.2%
8.4371	31	0.2%
8.4209	31	0.2%
8.4226	31	0.2%
Other values (1908)	20294	98.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8.3249	1	< 0.1%
8.3279	1	< 0.1%
8.3303	1	< 0.1%
8.3358	2	< 0.1%
8.3365	1	< 0.1%
8.3387	1	< 0.1%
8.34	1	< 0.1%
8.3409	1	< 0.1%
8.3427	1	< 0.1%
8.3428	1	< 0.1%

Value	Count	Frequency (%)
8.5848	1	< 0.1%
8.5836	1	< 0.1%
8.5678	1	< 0.1%
8.5671	1	< 0.1%
8.5668	1	< 0.1%
8.5665	1	< 0.1%
8.5654	1	< 0.1%
8.5648	1	< 0.1%
8.5646	1	< 0.1%
8.5641	1	< 0.1%

sensor_16
Categorical

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	322.4 KiB

0.03	20631

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	82524
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.03
2nd row	0.03
3rd row	0.03
4th row	0.03
5th row	0.03

Common Values

Value	Count	Frequency (%)
0.03	20631	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.03	20631	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	41262	50.0%
.	20631	25.0%
3	20631	25.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	61893	75.0%
Other Punctuation	20631	25.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	41262	66.7%
3	20631	33.3%

Other Punctuation

Value	Count	Frequency (%)
.	20631	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	82524	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	41262	50.0%
.	20631	25.0%
3	20631	25.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	82524	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	41262	50.0%
.	20631	25.0%
3	20631	25.0%

sensor_17
Real number (ℝ)

Distinct	13
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	393.21065

Minimum	388
Maximum	400
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	322.4 KiB

Quantile statistics

Minimum	388
5-th percentile	391
Q1	392
median	393
Q3	394
95-th percentile	396
Maximum	400
Range	12
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.548763
Coefficient of variation (CV)	0.0039387616
Kurtosis	-0.039174043
Mean	393.21065
Median Absolute Deviation (MAD)	1
Skewness	0.35312566
Sum	8112329
Variance	2.3986669
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
393	5445	26.4%
392	4578	22.2%
394	4063	19.7%
395	2339	11.3%
391	2022	9.8%
396	1185	5.7%
390	452	2.2%
397	436	2.1%
398	72	0.3%
389	30	0.1%
Other values (3)	9	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
388	1	< 0.1%
389	30	0.1%
390	452	2.2%
391	2022	9.8%
392	4578	22.2%
393	5445	26.4%
394	4063	19.7%
395	2339	11.3%
396	1185	5.7%
397	436	2.1%

Value	Count	Frequency (%)
400	1	< 0.1%
399	7	< 0.1%
398	72	0.3%
397	436	2.1%
396	1185	5.7%
395	2339	11.3%
394	4063	19.7%
393	5445	26.4%
392	4578	22.2%
391	2022	9.8%

sensor_18
Categorical

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	322.4 KiB

2388	20631

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	82524
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2388
2nd row	2388
3rd row	2388
4th row	2388
5th row	2388

Common Values

Value	Count	Frequency (%)
2388	20631	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2388	20631	100.0%

Most occurring characters

Value	Count	Frequency (%)
8	41262	50.0%
2	20631	25.0%
3	20631	25.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	82524	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
8	41262	50.0%
2	20631	25.0%
3	20631	25.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	82524	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
8	41262	50.0%
2	20631	25.0%
3	20631	25.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	82524	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
8	41262	50.0%
2	20631	25.0%
3	20631	25.0%

sensor_19
Categorical

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	322.4 KiB

100.0	20631

Length

Max length	5
Median length	5
Mean length	5
Min length	5

Characters and Unicode

Total characters	103155
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	100.0
2nd row	100.0
3rd row	100.0
4th row	100.0
5th row	100.0

Common Values

Value	Count	Frequency (%)
100.0	20631	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
100.0	20631	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	61893	60.0%
1	20631	20.0%
.	20631	20.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	82524	80.0%
Other Punctuation	20631	20.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	61893	75.0%
1	20631	25.0%

Other Punctuation

Value	Count	Frequency (%)
.	20631	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	103155	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	61893	60.0%
1	20631	20.0%
.	20631	20.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	103155	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	61893	60.0%
1	20631	20.0%
.	20631	20.0%

sensor_20
Real number (ℝ)

Distinct	120
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	38.816271

Minimum	38.14
Maximum	39.43
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	322.4 KiB

Quantile statistics

Minimum	38.14
5-th percentile	38.49
Q1	38.7
median	38.83
Q3	38.95
95-th percentile	39.09
Maximum	39.43
Range	1.29
Interquartile range (IQR)	0.25

Descriptive statistics

Standard deviation	0.18074643
Coefficient of variation (CV)	0.0046564604
Kurtosis	-0.11282911
Mean	38.816271
Median Absolute Deviation (MAD)	0.12
Skewness	-0.3584452
Sum	800818.48
Variance	0.032669271
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
38.86	485	2.4%
38.89	476	2.3%
38.82	472	2.3%
38.87	460	2.2%
38.85	458	2.2%
38.83	457	2.2%
38.84	455	2.2%
38.88	452	2.2%
38.81	447	2.2%
38.8	447	2.2%
Other values (110)	16022	77.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
38.14	1	< 0.1%
38.16	1	< 0.1%
38.18	1	< 0.1%
38.19	1	< 0.1%
38.2	1	< 0.1%
38.21	1	< 0.1%
38.22	3	< 0.1%
38.23	5	< 0.1%
38.24	7	< 0.1%
38.25	9	< 0.1%

Value	Count	Frequency (%)
39.43	1	< 0.1%
39.41	1	< 0.1%
39.34	1	< 0.1%
39.32	1	< 0.1%
39.31	2	< 0.1%
39.3	2	< 0.1%
39.29	3	< 0.1%
39.28	1	< 0.1%
39.27	10	< 0.1%
39.26	7	< 0.1%

sensor_21
Real number (ℝ)

Distinct	4745
Distinct (%)	23.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.289705

Minimum	22.8942
Maximum	23.6184
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	322.4 KiB

Quantile statistics

Minimum	22.8942
5-th percentile	23.09345
Q1	23.2218
median	23.2979
Q3	23.3668
95-th percentile	23.4535
Maximum	23.6184
Range	0.7242
Interquartile range (IQR)	0.145

Descriptive statistics

Standard deviation	0.10825087
Coefficient of variation (CV)	0.0046480139
Kurtosis	-0.11703945
Mean	23.289705
Median Absolute Deviation (MAD)	0.0724
Skewness	-0.35037496
Sum	480489.91
Variance	0.011718252
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
23.3222	23	0.1%
23.3029	17	0.1%
23.2896	16	0.1%
23.3725	16	0.1%
23.371	15	0.1%
23.3491	15	0.1%
23.3497	15	0.1%
23.3315	15	0.1%
23.3002	15	0.1%
23.3309	15	0.1%
Other values (4735)	20469	99.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
22.8942	1	< 0.1%
22.9071	1	< 0.1%
22.9122	1	< 0.1%
22.9305	1	< 0.1%
22.9333	1	< 0.1%
22.9337	1	< 0.1%
22.9364	1	< 0.1%
22.9396	2	< 0.1%
22.9398	1	< 0.1%
22.9402	1	< 0.1%

Value	Count	Frequency (%)
23.6184	1	< 0.1%
23.6127	1	< 0.1%
23.6064	1	< 0.1%
23.6005	1	< 0.1%
23.5983	1	< 0.1%
23.589	1	< 0.1%
23.5862	2	< 0.1%
23.5858	1	< 0.1%
23.5825	1	< 0.1%
23.5791	1	< 0.1%

RUL
Real number (ℝ)

Distinct	362
Distinct (%)	1.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	107.80786

Minimum	0
Maximum	361
Zeros	100
Zeros (%)	0.5%
Negative	0
Negative (%)	0.0%
Memory size	322.4 KiB

Quantile statistics

Minimum	0
5-th percentile	10
Q1	51
median	103
Q3	155
95-th percentile	229
Maximum	361
Range	361
Interquartile range (IQR)	104

Descriptive statistics

Standard deviation	68.88099
Coefficient of variation (CV)	0.63892363
Kurtosis	-0.2185391
Mean	107.80786
Median Absolute Deviation (MAD)	52
Skewness	0.49990397
Sum	2224184
Variance	4744.5908
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10	100	0.5%
61	100	0.5%
70	100	0.5%
69	100	0.5%
68	100	0.5%
67	100	0.5%
66	100	0.5%
65	100	0.5%
64	100	0.5%
63	100	0.5%
Other values (352)	19631	95.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	100	0.5%
1	100	0.5%
2	100	0.5%
3	100	0.5%
4	100	0.5%
5	100	0.5%
6	100	0.5%
7	100	0.5%
8	100	0.5%
9	100	0.5%

Value	Count	Frequency (%)
361	1	< 0.1%
360	1	< 0.1%
359	1	< 0.1%
358	1	< 0.1%
357	1	< 0.1%
356	1	< 0.1%
355	1	< 0.1%
354	1	< 0.1%
353	1	< 0.1%
352	1	< 0.1%

Auto

The auto setting is an interpretable pairwise column metric of the following mapping:

Variable_type-Variable_type : Method, Range
Categorical-Categorical : Cramer's V, [0,1]
Numerical-Categorical : Cramer's V, [0,1] (using a discretized numerical column)
Numerical-Numerical : Spearman's ρ, [-1,1]

The number of bins used in the discretization for the Numerical-Categorical column pair can be changed using config.correlations["auto"].n_bins. The number of bins affects the granularity of the association you wish to measure.

This configuration uses the recommended metric for each pair of columns.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	Unit_number	time_cycles	OS_1	OS_2	OS_3	sensor_1	sensor_2	sensor_3	sensor_4	sensor_5	sensor_6	sensor_7	sensor_8	sensor_9	sensor_10	sensor_11	sensor_12	sensor_13	sensor_14	sensor_15	sensor_16	sensor_17	sensor_18	sensor_19	sensor_20	sensor_21	RUL
0	1	1	-0.0007	-0.0004	100.0	518.67	641.82	1589.70	1400.60	14.62	21.61	554.36	2388.06	9046.19	1.3	47.47	521.66	2388.02	8138.62	8.4195	0.03	392	2388	100.0	39.06	23.4190	191
1	1	2	0.0019	-0.0003	100.0	518.67	642.15	1591.82	1403.14	14.62	21.61	553.75	2388.04	9044.07	1.3	47.49	522.28	2388.07	8131.49	8.4318	0.03	392	2388	100.0	39.00	23.4236	190
2	1	3	-0.0043	0.0003	100.0	518.67	642.35	1587.99	1404.20	14.62	21.61	554.26	2388.08	9052.94	1.3	47.27	522.42	2388.03	8133.23	8.4178	0.03	390	2388	100.0	38.95	23.3442	189
3	1	4	0.0007	0.0000	100.0	518.67	642.35	1582.79	1401.87	14.62	21.61	554.45	2388.11	9049.48	1.3	47.13	522.86	2388.08	8133.83	8.3682	0.03	392	2388	100.0	38.88	23.3739	188
4	1	5	-0.0019	-0.0002	100.0	518.67	642.37	1582.85	1406.22	14.62	21.61	554.00	2388.06	9055.15	1.3	47.28	522.19	2388.04	8133.80	8.4294	0.03	393	2388	100.0	38.90	23.4044	187
5	1	6	-0.0043	-0.0001	100.0	518.67	642.10	1584.47	1398.37	14.62	21.61	554.67	2388.02	9049.68	1.3	47.16	521.68	2388.03	8132.85	8.4108	0.03	391	2388	100.0	38.98	23.3669	186
6	1	7	0.0010	0.0001	100.0	518.67	642.48	1592.32	1397.77	14.62	21.61	554.34	2388.02	9059.13	1.3	47.36	522.32	2388.03	8132.32	8.3974	0.03	392	2388	100.0	39.10	23.3774	185
7	1	8	-0.0034	0.0003	100.0	518.67	642.56	1582.96	1400.97	14.62	21.61	553.85	2388.00	9040.80	1.3	47.24	522.47	2388.03	8131.07	8.4076	0.03	391	2388	100.0	38.97	23.3106	184
8	1	9	0.0008	0.0001	100.0	518.67	642.12	1590.98	1394.80	14.62	21.61	553.69	2388.05	9046.46	1.3	47.29	521.79	2388.05	8125.69	8.3728	0.03	392	2388	100.0	39.05	23.4066	183
9	1	10	-0.0033	0.0001	100.0	518.67	641.71	1591.24	1400.46	14.62	21.61	553.59	2388.05	9051.70	1.3	47.03	521.79	2388.06	8129.38	8.4286	0.03	393	2388	100.0	38.95	23.4694	182

	Unit_number	time_cycles	OS_1	OS_2	OS_3	sensor_1	sensor_2	sensor_3	sensor_4	sensor_5	sensor_6	sensor_7	sensor_8	sensor_9	sensor_10	sensor_11	sensor_12	sensor_13	sensor_14	sensor_15	sensor_16	sensor_17	sensor_18	sensor_19	sensor_20	sensor_21	RUL
20621	100	191	-0.0005	-0.0000	100.0	518.67	643.69	1610.87	1427.19	14.62	21.61	551.78	2388.26	9068.90	1.3	48.07	519.80	2388.28	8143.56	8.5092	0.03	398	2388	100.0	38.39	23.1218	9
20622	100	192	-0.0009	0.0001	100.0	518.67	643.53	1601.23	1419.48	14.62	21.61	551.14	2388.17	9060.45	1.3	48.18	520.59	2388.21	8143.46	8.4892	0.03	397	2388	100.0	38.56	23.0770	8
20623	100	193	-0.0001	0.0002	100.0	518.67	643.09	1599.81	1428.93	14.62	21.61	552.04	2388.29	9067.57	1.3	48.19	520.11	2388.19	8142.02	8.5424	0.03	397	2388	100.0	38.47	23.0230	7
20624	100	194	-0.0011	0.0003	100.0	518.67	643.72	1597.29	1427.41	14.62	21.61	551.99	2388.23	9068.85	1.3	48.12	519.55	2388.22	8139.67	8.5215	0.03	394	2388	100.0	38.38	23.1324	6
20625	100	195	-0.0002	-0.0001	100.0	518.67	643.41	1600.04	1431.90	14.62	21.61	551.42	2388.23	9069.69	1.3	48.22	519.71	2388.28	8142.90	8.5519	0.03	394	2388	100.0	38.14	23.1923	5
20626	100	196	-0.0004	-0.0003	100.0	518.67	643.49	1597.98	1428.63	14.62	21.61	551.43	2388.19	9065.52	1.3	48.07	519.49	2388.26	8137.60	8.4956	0.03	397	2388	100.0	38.49	22.9735	4
20627	100	197	-0.0016	-0.0005	100.0	518.67	643.54	1604.50	1433.58	14.62	21.61	550.86	2388.23	9065.11	1.3	48.04	519.68	2388.22	8136.50	8.5139	0.03	395	2388	100.0	38.30	23.1594	3
20628	100	198	0.0004	0.0000	100.0	518.67	643.42	1602.46	1428.18	14.62	21.61	550.94	2388.24	9065.90	1.3	48.09	520.01	2388.24	8141.05	8.5646	0.03	398	2388	100.0	38.44	22.9333	2
20629	100	199	-0.0011	0.0003	100.0	518.67	643.23	1605.26	1426.53	14.62	21.61	550.68	2388.25	9073.72	1.3	48.39	519.67	2388.23	8139.29	8.5389	0.03	395	2388	100.0	38.29	23.0640	1
20630	100	200	-0.0032	-0.0005	100.0	518.67	643.85	1600.38	1432.14	14.62	21.61	550.79	2388.26	9061.48	1.3	48.20	519.30	2388.26	8137.33	8.5036	0.03	396	2388	100.0	38.37	23.0522	0

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation